{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import igraph as ig\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "random.seed(0)\n",
    "g1 = ig.Graph.Erdos_Renyi(n=10, p=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成全联接图\n",
    "g2 = g1.complementer(loops=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_full = g1 | g2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_empty = g_full.complementer(loops=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2)\n",
    "ig.plot(\n",
    "    g1,\n",
    "    target=axs[0, 0],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"black\",\n",
    ")\n",
    "axs[0, 0].set_title('Original graph')\n",
    "ig.plot(\n",
    "    g2,\n",
    "    target=axs[0, 1],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"black\",\n",
    ")\n",
    "axs[0, 1].set_title('Complement graph')\n",
    "\n",
    "ig.plot(\n",
    "    g_full,\n",
    "    target=axs[1, 0],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"black\",\n",
    ")\n",
    "axs[1, 0].set_title('Union graph')\n",
    "ig.plot(\n",
    "    g_empty,\n",
    "    target=axs[1, 1],\n",
    "    layout=\"circle\",\n",
    "    vertex_color=\"black\",\n",
    ")\n",
    "axs[1, 1].set_title('Complement of union graph')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('py310')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "49ec5068d4d6d3736c39d3918a16f1ca551a23384109b69898c01c2015d1370c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
